{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#default_exp beamformers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Beamformers\n",
    "\n",
    " > Tensorflow implementations of beamformers\n",
    " \n",
    "Supports working on batches.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#export\n",
    "import tensorflow as tf\n",
    "import tensorflow.linalg as linalg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#export\n",
    "def cov_matrix(x):\n",
    "    \"\"\"Computes the covariance matrix $R_{xx}$ on signal `x`\n",
    "    \n",
    "    $$ R_{xx} = xx^H $$\n",
    "    \n",
    "    `x` can be batched. Hermitian transpose and matrix multiply applied on the last 2 dimensions\n",
    "    \n",
    "    \"\"\"\n",
    "    n_chirps = x.shape[-1]\n",
    "    Rxx = tf.matmul(x, x, adjoint_b=True)\n",
    "    return Rxx/n_chirps\n",
    "\n",
    "def forward_backward_avg(Rxx):\n",
    "    \"\"\"Forward-Backward Averaging of covariance matrix `Rxx`\n",
    "    \n",
    "    > M. Zatman and D. Marshall, \"Forward-backward averaging in the presence of array manifold errors,\" \n",
    "    > in IEEE Transactions on Antennas and Propagation, vol. 46, no. 11, pp. 1700-1704, Nov. 1998, doi: 10.1109/8.736625.\n",
    "    \n",
    "    Inputs:\n",
    "     - Rxx: Batch of covariance matrices `[N, m, m]`\n",
    "    \n",
    "    \"\"\"\n",
    "    num_rx = Rxx.shape[-1]\n",
    "    \n",
    "    J = tf.reverse(tf.eye(num_rx, dtype=Rxx.dtype), [-1])\n",
    "    \n",
    "    R_fb = 0.5 * (Rxx + tf.matmul(\n",
    "        J, tf.matmul(tf.math.conj(Rxx), J)))\n",
    "    \n",
    "    return R_fb\n",
    "\n",
    "def aoa_capon(x, steering_vec, mu = 1e-7):\n",
    "    \"\"\"Tensorflow implementation of Capon AoA estimatation\n",
    "    \n",
    "    Inputs:\n",
    "    - `x`: signal to be beamformed. `[N, n_rx, n_samples]`\n",
    "    - `steering_vec`: Vandermode steering vector [n_angle_bins, n_rx]\n",
    "    - `mu`: detuning factor, if $R_{xx}$ is singular, ensures that `linalg.inv` gives stable results.\n",
    "    \n",
    "    \n",
    "    Outputs:\n",
    "    - `den`: denominator of Capon beamforming equation, i.e. $a(\\\\theta)^*R_{xx}^{-1}a(\\\\theta)^T$ \n",
    "    - `weights`: tuning weights for each antenna\n",
    "    \"\"\"\n",
    "    num_rx = x.shape[-2]\n",
    "    Rxx = cov_matrix(x)\n",
    "    Rxx = forward_backward_avg(Rxx)\n",
    "    \n",
    "    if mu is not None:\n",
    "        uI = tf.eye(num_rx, dtype=x.dtype) * mu    \n",
    "        Rxx_inv = linalg.inv(Rxx+uI)\n",
    "    else:\n",
    "        Rxx_inv = linalg.inv(Rxx)\n",
    "    Rxx_inv_a = tf.matmul(Rxx_inv, steering_vec, transpose_b=True)\n",
    "    \n",
    "    den = tf.math.reciprocal_no_nan(\n",
    "        tf.einsum('ij,...ji->...i', tf.math.conj(steering_vec), Rxx_inv_a)\n",
    "    )\n",
    "    weights = tf.einsum('bij,bj->bi', Rxx_inv_a, den)\n",
    "    \n",
    "    return den, weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "from mmwave import dsp\n",
    "import numpy as np\n",
    "\n",
    "np.random.seed(2021)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "xx = np.random.random((64, 8, 32)) + 1j * np.random.random((64, 8, 32))\n",
    "\n",
    "npRxx = np.array([dsp.cov_matrix(x) for x in xx])\n",
    "tfRxx = cov_matrix(xx)\n",
    "\n",
    "assert np.allclose(npRxx, tfRxx)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "npRxxfb = np.array([dsp.forward_backward_avg(Rxx) for Rxx in npRxx])\n",
    "tfRxxfb = forward_backward_avg(tfRxx)\n",
    "\n",
    "assert np.allclose(npRxxfb, tfRxxfb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "steering_vec = np.random.random((181, 8)) + 1j * np.random.random((181, 8))\n",
    "\n",
    "npAoA = [dsp.aoa_capon(x, steering_vec) for x in xx]\n",
    "npSpectrum = np.array([aoa[0] for aoa in npAoA])\n",
    "npWeights = np.array([aoa[1] for aoa in npAoA])\n",
    "\n",
    "tfSpectrum, tfWeights = aoa_capon(xx, steering_vec, mu=None)\n",
    "\n",
    "assert np.allclose(npSpectrum, tfSpectrum)\n",
    "assert np.allclose(npWeights, tfWeights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example Usage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "from radicalsdk.h5dataset import H5DatasetLoader\n",
    "from radicalsdk.radar.config_v1 import read_radar_params\n",
    "from radicalsdk.radar.v1 import RadarFrame\n",
    "\n",
    "data = H5DatasetLoader('../samples/indoor_sample_50.h5')\n",
    "\n",
    "# Read config and configure RadarFrame object\n",
    "radar_config = read_radar_params('../samples/indoor_human_rcs.cfg')\n",
    "rf = RadarFrame(radar_config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Try on sample data\n",
    "FRAME_IDX = 2\n",
    "mmwave_range_az = rf.compute_range_azimuth(data['radar'][FRAME_IDX])\n",
    "range_cube = rf.range_cube.copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reference implementation in NumPy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 10))\n",
    "plt.imshow(np.log(np.abs(rf.compute_range_azimuth(data['radar'][FRAME_IDX]))))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Full Tensorflow implementation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "spectrum, weights = aoa_capon(\n",
    "    range_cube, \n",
    "    steering_vec=tf.cast(rf.steering_vec, tf.complex128),\n",
    "    mu = None\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(5, 10))\n",
    "plt.imshow(np.fliplr(np.flipud(np.log(np.abs(spectrum)))))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
